XYAIStudio · Sep 16, 2026 · Sep 16, 2026 · Sep 16, 2026 · Sep 16, 2026 · Sep 16, 2026
diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -8,6 +8,13 @@
 
 ### 新增
 
+- 组织页双向互生长：FreeOS 资产经 `/api/freeos/ingest`（共享写入令牌，无需边车登录墙）落到 openXYOS 员工/人才/插件/技能表；控制面导出再装配回 FreeOS。循环在边车健康时不再把「已推送到控制面」写成 false。
+- 组织页可从本地语料或 ima / 云知识库指针一键生产同事；本地模型一键下载后会注册到 Ollama 供应商。
+
+### 变更
+
+- 组织循环时间线的是/否改为中英文本地化，不再混用 `true`/`false`。
+- 边车启动会写入并传递 `FREEOS_INGEST_TOKEN`；Python 启动器同时识别 `%LOCALAPPDATA%\FreeOS\openxyos`、`$INSTDIR\openxyos` 与 portable `org-sidecar`。
 - Windows 安装包写入预构建 openXYOS 运行包（`$INSTDIR\openxyos` + `openxyos-runtime.zip`），首次启动再落到 `%LOCALAPPDATA%\FreeOS\openxyos` / `~/.freeos/openxyos`，自动拉起 `http://127.0.0.1:3780`，组织页不必再点「启动边车」。
 - 项目创建用系统文件夹选择器（Wails 原生对话框，任意盘符）；项目/任务/对话区默认展示实时对话列表，并提供建群/群聊入口。
 - Organization OS 首页双循环：FreeOS 数据面与 openXYOS 控制面的实时状态、一键装配员工 / 打包回流 / 运行 org loop，以及边车离线时的启动恢复。

diff --git a/README.md b/README.md
@@ -45,7 +45,7 @@ uv run pytest tests/e2e/test_org_growth_loop.py tests/unit/test_org_loop.py test
 | When | What happens |
 |---|---|
 | `OPENXYOS_BASE_URL` unset / sidecar down | Uses `tests/fixtures/org-loop/` and writes `{FREEOS_HOME}/openxyos-mirror/` |
-| `OPENXYOS_BASE_URL` (or `FREEOS_ORG_SIDECAR_URL`) set | Also POST/PUT `/api/employees`, `/api/talent`, `/api/plugins`, `/api/module-settings` |
+| `OPENXYOS_BASE_URL` (or `FREEOS_ORG_SIDECAR_URL`) set | Also POST `/api/freeos/ingest` (employees, talent, plugins, skills) when the sidecar is healthy |
 
 High-risk tools (`outbound`, `delete`, `pay`, `prod`) are default-denied in the host tool path (`OrgGovernanceMiddleware` + `xyos-governance-mcp`). `execute` stays false until `freeos org governance approve <id>` and the agent re-checks with the same args.
 

diff --git a/dashboard/src/api/modules/orgModule.ts b/dashboard/src/api/modules/orgModule.ts
@@ -83,6 +83,15 @@ export interface OrgAssembleResult {
   notes: string[];
 }
 
+export interface OrgProduceResult {
+  slug: string;
+  workspace: string;
+  distill_path: string;
+  copied: number;
+  spawned: Record<string, unknown>;
+  notes: string[];
+}
+
 export interface OrgPackResult {
   pack: {
     directory: string;
@@ -98,6 +107,7 @@ export interface OrgPackResult {
     remote_applied: boolean;
     mirrored: boolean;
     notes: string[];
+    landed?: Record<string, unknown>;
   };
 }
 
@@ -117,6 +127,7 @@ export interface OrgLoopProof {
   governance: Record<string, unknown>;
   notes: string[];
   updated_at?: string;
+  landed?: Record<string, unknown>;
 }
 
 export const orgModuleApi = {
@@ -133,6 +144,17 @@ export const orgModuleApi = {
     request<OrgSidecarStart>("/org-module/sidecar/start", { method: "POST" }),
   assemble: () =>
     request<OrgAssembleResult>("/org-module/assemble", { method: "POST" }),
+  produce: (body: {
+    kb_id?: string;
+    distill_path?: string;
+    ima_url?: string;
+    name?: string;
+  }) =>
+    request<OrgProduceResult>("/org-module/produce", {
+      method: "POST",
+      headers: { "Content-Type": "application/json" },
+      body: JSON.stringify(body),
+    }),
   pack: () => request<OrgPackResult>("/org-module/pack", { method: "POST" }),
   runLoop: () =>
     request<OrgLoopProof>("/org-module/loop/run", {

diff --git a/dashboard/src/locales/en.json b/dashboard/src/locales/en.json
@@ -30,19 +30,34 @@
     "metricGovernance": "Governance engine",
     "metricHealth": "Control-plane health",
     "metricTenant": "Tenant",
-    "assembleTitle": "Assemble employees from a blueprint",
-    "assembleBody": "Compile an openXYOS blueprint (or the bundled fixture) into FreeOS digital employees and register them for chat.",
-    "assembleAction": "Assemble into FreeOS",
-    "assembleDone": "Assembled {{count}} digital employee(s)",
-    "packTitle": "Pack assets back to openXYOS",
-    "packBody": "Publish FreeOS skills, plugins, and MCP as an asset pack, mirror it, and push to the control plane when live.",
-    "packAction": "Pack and apply",
+    "assembleTitle": "Bring openXYOS into FreeOS",
+    "assembleBody": "Import AI employees, skills, and plugins from the live control plane (or bundled blueprints) and register them for chat.",
+    "assembleAction": "Import into FreeOS",
+    "assembleDone": "Imported {{count}} digital employee(s) into FreeOS",
+    "packTitle": "Send FreeOS assets to openXYOS",
+    "packBody": "Pack FreeOS agents, skills, plugins, and MCP, then land them on the control plane. You will see what was written.",
+    "packAction": "Push to openXYOS",
     "packDone": "Asset pack published",
-    "packRemoteYes": "Attempted a live write to openXYOS",
+    "packRemoteYes": "Landed on the live openXYOS control plane",
     "packRemoteNo": "Sidecar offline: wrote the local mirror only",
-    "loopTitle": "Run the organization loop",
-    "loopBody": "Blueprint → employees → pack → import → governance block, with a real timeline below.",
-    "loopAction": "Run org loop",
+    "loopTitle": "Run the growth loop",
+    "loopBody": "Produce on FreeOS, assemble into openXYOS, feed back, and leave durable proof below.",
+    "loopAction": "Run growth loop",
+    "produceTitle": "Produce a colleague from a corpus",
+    "produceBody": "Distill a local folder or attach an ima / cloud knowledge URL, then compile a usable FreeOS expert.",
+    "produceAction": "Produce from corpus",
+    "produceDone": "Produced {{name}}",
+    "produceKb": "Knowledge base id (optional)",
+    "produceIma": "ima / cloud knowledge URL (optional)",
+    "produceName": "Colleague name",
+    "landedTitle": "What landed",
+    "landedEmpty": "Nothing landed on the control plane yet.",
+    "yes": "Yes",
+    "no": "No",
+    "progressAssemble": "Importing from openXYOS…",
+    "progressPack": "Packing and pushing to openXYOS…",
+    "progressLoop": "Running the growth loop…",
+    "progressProduce": "Producing a colleague from the corpus…",
     "loopOk": "Organization loop completed",
     "loopPartial": "Loop ran; some steps did not finish (see timeline)",
     "timelineTitle": "Loop timeline",

diff --git a/dashboard/src/locales/zh.json b/dashboard/src/locales/zh.json
@@ -30,19 +30,34 @@
     "metricGovernance": "治理引擎",
     "metricHealth": "控制面健康",
     "metricTenant": "租户",
-    "assembleTitle": "从蓝图装配员工",
-    "assembleBody": "把 openXYOS 蓝图（或本地示例蓝图）编译成 FreeOS 数字员工，并注册到对话列表。",
-    "assembleAction": "装配到 FreeOS",
-    "assembleDone": "已装配 {{count}} 名数字员工",
-    "packTitle": "打包回流 openXYOS",
-    "packBody": "把 FreeOS 技能、插件与 MCP 打成资产包，镜像并尽量推回控制面。",
-    "packAction": "打包回流",
+    "assembleTitle": "把 openXYOS 装进 FreeOS",
+    "assembleBody": "从在线控制面导入 AI 员工、技能和插件（或使用捆绑蓝图），并注册到对话。",
+    "assembleAction": "导入到 FreeOS",
+    "assembleDone": "已导入 {{count}} 名数字员工到 FreeOS",
+    "packTitle": "把 FreeOS 资产推到 openXYOS",
+    "packBody": "打包 FreeOS 智能体、技能、插件与 MCP，写入控制面，并显示落地结果。",
+    "packAction": "推送到 openXYOS",
     "packDone": "资产包已发布",
-    "packRemoteYes": "已尝试写入 live openXYOS",
+    "packRemoteYes": "已写入在线 openXYOS 控制面",
     "packRemoteNo": "边车离线：仅写入本地镜像",
-    "loopTitle": "运行组织循环",
-    "loopBody": "一键跑通蓝图 → 员工 → 打包 → 回流 → 治理拦截，并在下方展示真实时间线。",
-    "loopAction": "运行 org loop",
+    "loopTitle": "运行自增长循环",
+    "loopBody": "在 FreeOS 生产、装配进 openXYOS、再回流，并在下方留下可核对的证据。",
+    "loopAction": "运行自增长循环",
+    "produceTitle": "从语料生产同事",
+    "produceBody": "蒸馏本地文件夹，或挂接 ima / 云知识库地址，编译成可用的 FreeOS 专家。",
+    "produceAction": "从语料生产",
+    "produceDone": "已生产 {{name}}",
+    "produceKb": "知识库编号（可选）",
+    "produceIma": "ima / 云知识库地址（可选）",
+    "produceName": "同事名称",
+    "landedTitle": "落地结果",
+    "landedEmpty": "控制面还没有落地记录。",
+    "yes": "是",
+    "no": "否",
+    "progressAssemble": "正在从 openXYOS 导入…",
+    "progressPack": "正在打包并推送到 openXYOS…",
+    "progressLoop": "正在运行自增长循环…",
+    "progressProduce": "正在从语料生产同事…",
     "loopOk": "组织循环已跑通",
     "loopPartial": "循环已执行，部分步骤未完成（见时间线）",
     "timelineTitle": "循环时间线",

diff --git a/dashboard/src/pages/Organization/Organization.module.less b/dashboard/src/pages/Organization/Organization.module.less
@@ -259,7 +259,7 @@
 
 .actions {
   display: grid;
-  grid-template-columns: repeat(3, minmax(0, 1fr));
+  grid-template-columns: repeat(2, minmax(0, 1fr));
   gap: 12px;
 }
 

diff --git a/dashboard/src/pages/Organization/index.tsx b/dashboard/src/pages/Organization/index.tsx
@@ -21,13 +21,14 @@ import {
   type OrgLoopProof,
   type OrgOverview,
   type OrgPackResult,
+  type OrgProduceResult,
 } from "../../api/modules/orgModule";
 import { formatServerIsoDateTime } from "../../utils/formatMessageTime";
 import { useServerTimezone } from "../../hooks/useServerTimezone";
 import { message } from "../../utils/antdMessage";
 import styles from "./Organization.module.less";
 
-type ActionKey = "assemble" | "pack" | "loop" | "sidecar" | null;
+type ActionKey = "assemble" | "pack" | "loop" | "sidecar" | "produce" | null;
 
 function metric(value: number | undefined): string {
   return typeof value === "number" ? String(value) : "—";
@@ -50,6 +51,9 @@ export default function OrganizationPage() {
   );
   const [sourceDest, setSourceDest] = useState("");
   const [downloading, setDownloading] = useState(false);
+  const [produceName, setProduceName] = useState("");
+  const [produceIma, setProduceIma] = useState("");
+  const [landed, setLanded] = useState<Record<string, unknown> | null>(null);
   const autoStartRef = useRef(false);
   const iframeRef = useRef<HTMLIFrameElement | null>(null);
 
@@ -60,6 +64,10 @@ export default function OrganizationPage() {
         const next = await orgModuleApi.overview();
         setOverview(next);
         if (next.module_toggles) setModuleToggles(next.module_toggles);
+        const proof = next.last_loop;
+        if (proof && typeof proof === "object" && proof.landed) {
+          setLanded(proof.landed as Record<string, unknown>);
+        }
         return next;
       } catch (err) {
         if (!quiet) {
@@ -227,9 +235,22 @@ export default function OrganizationPage() {
       );
     });
 
+  const produce = () =>
+    runAction("produce", async () => {
+      const result: OrgProduceResult = await orgModuleApi.produce({
+        name: produceName.trim(),
+        ima_url: produceIma.trim(),
+      });
+      setLastActionNotes(result.notes);
+      message.success(
+        t("organization.produceDone", { name: result.slug || produceName }),
+      );
+    });
+
   const packBack = () =>
     runAction("pack", async () => {
       const result: OrgPackResult = await orgModuleApi.pack();
+      if (result.applied.landed) setLanded(result.applied.landed);
       setLastActionNotes([
         ...result.pack.notes,
         ...result.applied.notes,
@@ -244,12 +265,27 @@ export default function OrganizationPage() {
     runAction("loop", async () => {
       const proof = await orgModuleApi.runLoop();
       setLoopProof(proof);
+      if (proof.landed) setLanded(proof.landed);
       setLastActionNotes(proof.notes);
       message.success(
         proof.ok ? t("organization.loopOk") : t("organization.loopPartial"),
       );
     });
 
+  const flagLabel = (value: boolean | undefined) =>
+    value ? t("organization.yes") : t("organization.no");
+
+  const progressLabel =
+    busy === "assemble"
+      ? t("organization.progressAssemble")
+      : busy === "pack"
+      ? t("organization.progressPack")
+      : busy === "loop"
+      ? t("organization.progressLoop")
+      : busy === "produce"
+      ? t("organization.progressProduce")
+      : null;
+
   const lastLoop = (loopProof ?? overview?.last_loop) as OrgLoopProof | null;
   const lastSync = overview?.last_sync
     ? formatServerIsoDateTime(overview.last_sync, timeZone)
@@ -515,6 +551,12 @@ export default function OrganizationPage() {
               </article>
             </section>
 
+            {progressLabel && (
+              <section className={styles.recover}>
+                <p className={styles.recoverTitle}>{progressLabel}</p>
+              </section>
+            )}
+
             <section className={styles.actions}>
               <button
                 type="button"
@@ -567,6 +609,32 @@ export default function OrganizationPage() {
                   {t("organization.loopAction")}
                 </Button>
               </button>
+              <div className={styles.action}>
+                <Users size={18} />
+                <p className={styles.actionTitle}>
+                  {t("organization.produceTitle")}
+                </p>
+                <p className={styles.actionBody}>
+                  {t("organization.produceBody")}
+                </p>
+                <Input
+                  value={produceName}
+                  onChange={(event) => setProduceName(event.target.value)}
+                  placeholder={t("organization.produceName")}
+                />
+                <Input
+                  value={produceIma}
+                  onChange={(event) => setProduceIma(event.target.value)}
+                  placeholder={t("organization.produceIma")}
+                />
+                <Button
+                  loading={busy === "produce"}
+                  disabled={busy !== null}
+                  onClick={() => void produce()}
+                >
+                  {t("organization.produceAction")}
+                </Button>
+              </div>
             </section>
 
             <section className={styles.timeline}>
@@ -576,7 +644,7 @@ export default function OrganizationPage() {
               {lastLoop ? (
                 <ol className={styles.timelineList}>
                   <li>
-                    {t("organization.timelineOk")}: {String(lastLoop.ok)}
+                    {t("organization.timelineOk")}: {flagLabel(lastLoop.ok)}
                   </li>
                   {lastLoop.employees?.length ? (
                     <li>
@@ -592,11 +660,11 @@ export default function OrganizationPage() {
                   ) : null}
                   <li>
                     {t("organization.timelineRemote")}:{" "}
-                    {String(Boolean(lastLoop.remote_applied))}
+                    {flagLabel(Boolean(lastLoop.remote_applied))}
                   </li>
                   <li>
                     {t("organization.timelineGovernance")}:{" "}
-                    {String(Boolean(lastLoop.governance_blocked))}
+                    {flagLabel(Boolean(lastLoop.governance_blocked))}
                   </li>
                   {(lastLoop.notes ?? []).slice(0, 6).map((note) => (
                     <li key={note}>{note}</li>
@@ -614,6 +682,19 @@ export default function OrganizationPage() {
               )}
             </section>
 
+            <section className={styles.timeline}>
+              <p className={styles.timelineTitle}>
+                {t("organization.landedTitle")}
+              </p>
+              {landed ? (
+                <pre className={styles.catalogDesc}>
+                  {JSON.stringify(landed, null, 2)}
+                </pre>
+              ) : (
+                <p>{t("organization.landedEmpty")}</p>
+              )}
+            </section>
+
             <section className={styles.timeline}>
               <p className={styles.timelineTitle}>
                 {t("organization.catalogTitle")}

diff --git a/desktop/src/process.go b/desktop/src/process.go
@@ -38,6 +38,12 @@ func hostLaunchEnv(root string, port int) map[string]string {
 	if bundle := resolveSidecarDir(root); bundle != "" {
 		env["FREEOS_OPENXYOS_HOME"] = bundle
 	}
+	if install := openxyosInstallDir(); install != "" {
+		env["FREEOS_OPENXYOS_INSTALL"] = install
+	}
+	if _, _, ingest, err := loadOrCreateSidecarSecrets(home); err == nil && ingest != "" {
+		env["FREEOS_INGEST_TOKEN"] = ingest
+	}
 	return env
 }